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38462 articles from 16 sources
A Simple CI/CD Pipeline That Actually Works
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DEV Community · Technology

A Simple CI/CD Pipeline That Actually Works

The Problem with Most CI/CD Tutorials Most tutorials show you a pipeline that deploys a "hello world" app to a free Heroku instance. They skip the messy parts: secrets, rollbacks, and the moment your pipeline breaks because a dependency changed. I've been there. After years of fighting w...

Cloud Frontier
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52 Days, 2,340 Rows, Every Cost Logged as Zero: The Stop Hook Trap
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DEV Community · Technology

52 Days, 2,340 Rows, Every Cost Logged as Zero: The Stop Hook Trap

Going from a $700/month student side hustle to a real business in six months came down to one thing: I stopped instructing Claude and started letting it run the whole environment autonomously. That environment then spent 52 days writing 2,340 log rows where every single cost was zero — and it never...

Lily
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The Upload Succeeded, the Record Did Not
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DEV Community · Technology

The Upload Succeeded, the Record Did Not

Originally published on hexisteme notes. I built a YouTube upload stage for a video pipeline, and the flow looked clean enough on paper: start a resumable session, PUT the file, get back a video ID, verify the upload actually landed the way it was supposed to, then write a local record marking the...

John
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Why Are Your AI Automations Still Running on Your Laptop?
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DEV Community · Technology

Why Are Your AI Automations Still Running on Your Laptop?

You wouldn’t run your SaaS off your laptop. So why are we doing it with AI? A lot of the AI automation I see right now still depends on a person sitting in the middle moving information around. Production throws an error. Someone checks AWS logs, drops them into Claude, figures out what happened...

elliot hutchins
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DaDaScribe API: YouTube Multi-Language Transcript + SRT in One Request
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DEV Community · Technology

DaDaScribe API: YouTube Multi-Language Transcript + SRT in One Request

Most transcription APIs still force you to do this: Download the YouTube video Extract the audio with yt-dlp + ffmpeg Upload the file Call the transcription endpoint Call a separate translation API Map generic speaker labels ("Speaker 0") to real names Generate SRT files yourself That’s a lot of...

Fabrizio Ferrari
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Why I run ceremonies
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DEV Community · Technology

Why I run ceremonies

By the time I wrote this, twenty numbered attempts at one Phebs scale gate had been consumed. None had established the full claim. That does not mean I ran the same experiment twenty times. Some attempts stopped during plan review or preflight. Some ran for hours. Some produced a signed, source-fre...

Ben Meddeb
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Azure Integration Services Interview Prep Part 4: Application Insights, Log Analytics, Distributed Tracing, and Debugging a Broken Pipeline
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DEV Community · Technology

Azure Integration Services Interview Prep Part 4: Application Insights, Log Analytics, Distributed Tracing, and Debugging a Broken Pipeline

Part 1 covered the messaging services. Part 2 covered orchestration. Part 3 covered how the whole pipeline gets secured. None of that matters if something breaks at 2am and there's no way to find out why. This part covers the actual toolkit for debugging and monitoring a real Azure integration pipel...

Manohari Jayachandran
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AI promoted every developer to reviewer. Nobody tested the reviewer.
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DEV Community · Technology

AI promoted every developer to reviewer. Nobody tested the reviewer.

I wanted to disagree with 'AI made me a worse reviewer' from Michael Amachree (@dev_michael) . Instead I counted 204 of my own guards — and 89 % of them have never been asked to prove they can fail. Michael wrote something that I couldn't put down: AI didn't make me a worse coder, it made me a wors...

Heinrich Neb
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Is My Domain Blacklisted? Why a Public DNSBL Check Can Show a False Positive
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DEV Community · Technology

Is My Domain Blacklisted? Why a Public DNSBL Check Can Show a False Positive

Originally published on the Merlonix blog. A DNS blocklist (DNSBL, sometimes RBL) is a published list of IP addresses a provider has flagged as a source of spam. Mail servers consult these lists in real time: if the IP that just connected is listed, the message is usually rejected outright or filed...

Merlonix
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Reachy PizzAIolo: When a Restaurant Sign Starts a Conversation
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DEV Community · Technology

Reachy PizzAIolo: When a Restaurant Sign Starts a Conversation

Reachy PizzAIolo: When a Restaurant Sign Starts a Conversation Building an AI-powered conversational restaurant ordering experience with Reachy Mini and Seeed Studio's reTerminal E1003. What if a restaurant sign didn't just display the menu? What if it could talk to you, understand wh...

Dan Benitah
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AI Agent Memory Rots Silently — Audit Yours in One Command
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DEV Community · Technology

AI Agent Memory Rots Silently — Audit Yours in One Command

Last week I published Verified Memory Vault — a free Obsidian vault that gives Claude Code, Codex or Gemini CLI persistent memory through a plain CLAUDE.md boot file and an append-only MEMORY.md. It works. But after running it for a few weeks, something became obvious: Memory systems don't fail lou...

Second Brain Starter
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Stop Putting Secrets in Plaintext
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DEV Community · Technology

Stop Putting Secrets in Plaintext

Most local dev setups end up with some secret — an API key, a cloud credential, a database password — sitting in a plaintext file on disk indefinitely. Here's a simple pattern that avoids that, using AWS credentials as the example. The problem with the usual approaches A credentials fi...

Alizamin Jafarli
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Designing a spacetime overlap index
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DEV Community · Technology

Designing a spacetime overlap index

A memory in our system is a small record: latitude, longitude, a timestamp, a radius, and a time window. The product question is simple to state and annoying to implement — given one memory, find every other discoverable memory whose place and time both fall inside the chosen bounds. Two dimensions...

Othmane El Mariky
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.NET 10 NU1510 Package Pruning: Fix CI Without Breaking Legacy Targets
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DEV Community · Technology

.NET 10 NU1510 Package Pruning: Fix CI Without Breaking Legacy Targets

.NET 10 NU1510 package pruning can turn an SDK upgrade into a failed restore when a repository promotes warnings to errors. The tempting fix is to delete the named PackageReference everywhere. That is safe for a net10.0-only application when the framework supplies the assembly, but it can break a l...

Sukhpinder Singh
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Tailscale vs WireGuard: which mesh VPN fits your remote access setup
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DEV Community · Technology

Tailscale vs WireGuard: which mesh VPN fits your remote access setup

Originally published on TechNest. Tailscale is the better default when you want secure remote access without personally managing every peer key and connection path. Choose WireGuard directly when you have a small, stable topology and deliberately want the protocol layer without Tailscale’s added ne...

Roberts Jakuško
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Hiding WooCommerce Prices Is a Data-Exposure Problem, Not a CSS Problem
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DEV Community · Technology

Hiding WooCommerce Prices Is a Data-Exposure Problem, Not a CSS Problem

Catalog mode sounds simple: remove the price, replace “Add to cart” with “Request a quote,” and move on. That approach works only until someone checks the data behind the page. Modern WooCommerce stores do not render every product from one PHP template. A price may be present in the initial HTML,...

Eren Labs
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PAGI::Server 0.002007: One Contract, Two Transports
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DEV Community · Technology

PAGI::Server 0.002007: One Contract, Two Transports

Introduction PAGI::Server 0.002007 is the largest release of the server since the distribution split. Almost none of it is new features. Instead, it is the result of a systematic conformance pass: every behavior the PAGI specification describes was checked against what the server actually...

John Napiorkowski
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You Found the ERROR. The Cause Is in the Lines Before It
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DEV Community · Technology

You Found the ERROR. The Cause Is in the Lines Before It

A real incident investigation starts the moment you find the ERROR line. The ERROR is the result — the cause is usually upstream. The WARN just above it, a timeout a few seconds earlier, a config load hundreds of lines back. If you can't see those, your report says "an error occurred" and nothing mo...

y4u
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Cheapest App Log Management for Startups in Europe and the US
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DEV Community · Technology

Cheapest App Log Management for Startups in Europe and the US

Short answer: the cheapest log management choice is the one that preserves enough structured context to reconstruct a failed checkout, while keeping ingestion, retention, egress, and operator time inside a known budget. For a startup serving media customers in Europe and the US, compare CloudWatch,...

YancySterling6529
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Why .env.example Gets Out of Sync — and What Actually Fixes It
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DEV Community · Technology

Why .env.example Gets Out of Sync — and What Actually Fixes It

Quick answer .env.example goes out of sync because it's a plain text file with no way to enforce that it matches your code — nothing runs when a variable is added, removed, or made conditional. The fix isn't a better example file; it's a schema: a single, versioned file that declares what...

Rabbil Yasar Sajal
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How I Made a Canvas JSON Viewer Fast with Viewport Virtualization
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DEV Community · Technology

How I Made a Canvas JSON Viewer Fast with Viewport Virtualization

When you build a visual tool for structured data, everything feels instantaneous on toy examples. A 20-line JSON payload renders crisply into an interactive graph with clean nodes, collapsible trees, and smooth connectors. Then you drop in a real-world file: a 15 MB API response containing nested o...

loggerhead turtle
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